How to deal with outliers in Python












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I want to exclude some percentil on both side of one particular column in my dataset. I think Z-score or IQR score could work for that, however I struggle with implementation in Python.
I've tried:



Q1 = df['ClientTotalIncome'].quantile(0.25)
Q3 = df['ClientTotalIncome'].quantile(0.75)
IQR = Q3 - Q1
df_out['ClientTotalIncome'] = df[~((df['ClientTotalIncome']< (Q1 - 1.5 * IQR)) |(df['ClientTotalIncome']> (Q3 + 1.5 * IQR))).any(axis=1)]


Help would be appreciated.









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    $begingroup$


    I want to exclude some percentil on both side of one particular column in my dataset. I think Z-score or IQR score could work for that, however I struggle with implementation in Python.
    I've tried:



    Q1 = df['ClientTotalIncome'].quantile(0.25)
    Q3 = df['ClientTotalIncome'].quantile(0.75)
    IQR = Q3 - Q1
    df_out['ClientTotalIncome'] = df[~((df['ClientTotalIncome']< (Q1 - 1.5 * IQR)) |(df['ClientTotalIncome']> (Q3 + 1.5 * IQR))).any(axis=1)]


    Help would be appreciated.









    share







    New contributor




    Stanislav Jirák is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
    Check out our Code of Conduct.







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      0





      $begingroup$


      I want to exclude some percentil on both side of one particular column in my dataset. I think Z-score or IQR score could work for that, however I struggle with implementation in Python.
      I've tried:



      Q1 = df['ClientTotalIncome'].quantile(0.25)
      Q3 = df['ClientTotalIncome'].quantile(0.75)
      IQR = Q3 - Q1
      df_out['ClientTotalIncome'] = df[~((df['ClientTotalIncome']< (Q1 - 1.5 * IQR)) |(df['ClientTotalIncome']> (Q3 + 1.5 * IQR))).any(axis=1)]


      Help would be appreciated.









      share







      New contributor




      Stanislav Jirák is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
      Check out our Code of Conduct.







      $endgroup$




      I want to exclude some percentil on both side of one particular column in my dataset. I think Z-score or IQR score could work for that, however I struggle with implementation in Python.
      I've tried:



      Q1 = df['ClientTotalIncome'].quantile(0.25)
      Q3 = df['ClientTotalIncome'].quantile(0.75)
      IQR = Q3 - Q1
      df_out['ClientTotalIncome'] = df[~((df['ClientTotalIncome']< (Q1 - 1.5 * IQR)) |(df['ClientTotalIncome']> (Q3 + 1.5 * IQR))).any(axis=1)]


      Help would be appreciated.







      python





      share







      New contributor




      Stanislav Jirák is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
      Check out our Code of Conduct.










      share







      New contributor




      Stanislav Jirák is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
      Check out our Code of Conduct.








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      asked 2 mins ago









      Stanislav JirákStanislav Jirák

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      New contributor





      Stanislav Jirák is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
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